{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%run model.py\n",
    "%run dataset.py\n",
    "%matplotlib inline\n",
    "\n",
    "from torch.utils.data import DataLoader\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "import numpy as np\n",
    "from PIL import ImageStat\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import os\n",
    "\n",
    "save_dir = './savedModels'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def show_tensor_image(inp, title=None):\n",
    "    \"\"\"Imshow for Tensor.\"\"\"\n",
    "    inp = inp.numpy().transpose((1, 2, 0))\n",
    "    mean = np.array([0.50576189, 0.50576189, 0.50576189])\n",
    "    inp = inp + mean\n",
    "    inp = np.clip(inp, 0, 1)\n",
    "    plt.imshow(inp)\n",
    "    if title is not None:\n",
    "        plt.title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = Model().to(torch.device('cuda'))\n",
    "model.load_state_dict(torch.load(os.path.join(save_dir, 'net_v1_lr_1e-6.pth'))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trans = transforms.Compose([\n",
    "    transforms.Resize(512),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize([0.50576189], [1.])\n",
    "])\n",
    "dataset_bbox_only = CXRDataset_BBox_only('dataset', transform=trans, data_arg = False)\n",
    "dataloader_bbox_only = DataLoader(dataset_bbox_only, batch_size=1, shuffle=True, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0,  0,  0,  0,  0,  0,  1,  0]])\n",
      "('00021818_026.png',)\n",
      "tensor([[ 1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.]], dtype=torch.float64)\n"
     ]
    }
   ],
   "source": [
    "images, labels, names, bboxes, bbox_valids = next(iter(dataloader_bbox_only))\n",
    "print(labels)\n",
    "print(names)\n",
    "print(bbox_valids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J1AqpzFikBGC9Xtfu7q5Wq1XsjDUYDAp98ApRHI+vd8HjY/z4LEYdufW5dHQC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2b155b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_tensor_image(images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2a3fd710>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2a438438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(bboxes[0][6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/student/anaconda3/lib/python3.6/site-packages/torch/nn/functional.py:1749: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
      "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
     ]
    }
   ],
   "source": [
    "images = images.to(torch.device('cuda'))\n",
    "out, seg = model(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.1891,  0.0560,  0.2237,  0.8106,  0.5938,  0.4437,  0.6080,\n",
      "          0.2883]], device='cuda:0')\n"
     ]
    }
   ],
   "source": [
    "print(out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2acfc358>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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k9fQoayEqww55u8sklQlDUgco70qgtCyik8eepdHTyX9bakiRmRTAdjRiOBYc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\nFxoJ1mszC7AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2ab93278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2acce5f8>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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81jSpVOkelIIQLV+hsPZTj4Q2wiA1hCMbht3XoAkMkFqHdSyGOfBPVPXlwB3Au0TkFcB9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\nKmwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2ace87f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2ac9f898>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Hgb8A3h5f+zDwFuAp4NvAT+x1xIZxFfQVQ6XzaaKnOZxchPwamkvUASpNgxfnEQ9ahC23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\nDRMGwzDWMGEwDGON/w8pp/p8UDixOwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2acb45f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2abf3b38>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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afvy6iHwJeBJ4L/Bd+bQPA58jCcN7gY9okvdfFpFHReSJ/DnG/cgZVsNuH1Wt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2b0dbb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2abcddd8>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fNqz6+oncW2GrDa36UcYkmNXwYrjNS+GUb3enfLO9wyvdmpfbE+63K9rgLXUb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\nSgwVFRUzVGKoqKiY4f8HoXrY94Xw/HcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2ac16710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2a4f10b8>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EopQvPzyoyTGwXH+jFyQg3gV9PhezQiIatS7KR3BUPXUrQGJ8Rq0/lRBqA5aQ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\nGzrYiGHDhg0dbMSwYcOGDv4fLe8ODS8jCDkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2ace8828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2a4c8358>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U7yPep0ChF6VtAqdtx0mTrINGInPfc+I7nmyWLFxHK4HX+3NO3QqATj13/IIT37GKDavY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2a866748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1a2a4a35f8>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hr/BGeZNXFnd4bf4I5+WME7PgvJwydxMK58u058UELQzVrFZxTssF2IWgM4PO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a2ab9de48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg.to('cpu').detach().numpy()[0][7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
